{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "b0199087",
   "metadata": {},
   "source": [
    "蝴蝶图6"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "42076921",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import rcParams\n",
    "\n",
    "# 设置中文字体，防止中文字符显示为方块或乱码\n",
    "rcParams['font.sans-serif'] = ['SimHei']  # 使用黑体\n",
    "rcParams['axes.unicode_minus'] = False  # 解决负号显示问题\n",
    "\n",
    "# 创建数据\n",
    "data = {\n",
    "    '区域': ['华东', '西北', '东北', '华北', '华南'],\n",
    "    '2022年销量': [1215, 1321, 1426, 1531, 2238],\n",
    "    '2021年销量': [1003, 1265, 1531, 1436, 2066]\n",
    "}\n",
    "\n",
    "df = pd.DataFrame(data)\n",
    "\n",
    "# 设置图形大小\n",
    "plt.figure(figsize=(10, 5))\n",
    "\n",
    "# 绘制2022年销量条形图 (左侧)\n",
    "bars_2022 = plt.barh(df['区域'], -df['2022年销量'], color='skyblue', label='2022年销量')\n",
    "\n",
    "# 绘制2021年销量条形图 (右侧)\n",
    "bars_2021 = plt.barh(df['区域'], df['2021年销量'], color='lightcoral', label='2021年销量')\n",
    "\n",
    "# 为2022年销量添加数值标签（在条形内部）\n",
    "for bar in bars_2022:\n",
    "    width = -bar.get_width()  # 使用正值\n",
    "    plt.text(bar.get_width() + 50, bar.get_y() + bar.get_height()/2, f'{width}', va='center', ha='left', color='white')\n",
    "\n",
    "# 为2021年销量添加数值标签（在条形内部）\n",
    "for bar in bars_2021:\n",
    "    width = bar.get_width()\n",
    "    plt.text(width - 50, bar.get_y() + bar.get_height()/2, f'{width}', va='center', ha='right', color='white')\n",
    "\n",
    "# 添加标签和标题\n",
    "plt.xlabel('销量')\n",
    "plt.title('2022年上半年各区域对比去年销量')\n",
    "plt.legend()\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a37267b5",
   "metadata": {},
   "source": [
    "蝴蝶图7"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "012b3d93",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from matplotlib import rcParams\n",
    "\n",
    "# 设置中文字体，防止中文字符显示为方块或乱码\n",
    "rcParams['font.sans-serif'] = ['SimHei']  # 使用黑体\n",
    "rcParams['axes.unicode_minus'] = False  # 解决负号显示问题\n",
    "\n",
    "# Data from the table\n",
    "regions = ['华东', '西北', '东北', '华北', '华南']\n",
    "data_left = np.array([36, 31, 18, 13, 9])\n",
    "data_right = np.array([42, 26, 19, 12, 5])\n",
    "\n",
    "# Create a figure and a set of subplots (1 row, 2 columns)\n",
    "fig, ax = plt.subplots(figsize=(8, 6))\n",
    "\n",
    "# Plot the data for left and right as horizontal bar plots\n",
    "ax.barh(regions, -data_left, align='center', color='skyblue', label='Left Data')\n",
    "ax.barh(regions, data_right, align='center', color='salmon', label='Right Data')\n",
    "\n",
    "# Add a central vertical line at x = 0\n",
    "ax.axvline(0, color='black',linewidth=0.5)\n",
    "\n",
    "# Add labels and title\n",
    "ax.set_xlabel('百分比')\n",
    "ax.set_title('2022年第一季度销售目标完成情况')\n",
    "\n",
    "# Add grid lines\n",
    "ax.grid(True, axis='x', linestyle='--', alpha=0.6)\n",
    "\n",
    "# Display the chart\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "295d0954",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 数据\n",
    "regions = ['华北', '华南', '东北', '西北', '西南', '华东']\n",
    "sales = [4321, 1946, 1536, 1872, 1369, 2109]\n",
    "percent_change = [-13.6, -20.8, -9.3, -15.9, -17.9, -5.8]\n",
    "\n",
    "# 创建柱形图\n",
    "fig, ax = plt.subplots()\n",
    "\n",
    "# 横向柱形图\n",
    "ax.barh(regions, sales, color='skyblue')\n",
    "\n",
    "# 添加百分比文本\n",
    "for i in range(len(sales)):\n",
    "    ax.text(sales[i] + 100, i, f'{percent_change[i]}%', va='center')\n",
    "\n",
    "# 设置标签\n",
    "ax.set_xlabel('销量')\n",
    "ax.set_title('区域销量及同比变化')\n",
    "\n",
    "# 显示图形\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "106b3548",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# 数据\n",
    "products = ['口红', '面膜', '隔离', '防晒', '精华']\n",
    "sales_2021 = [3568, 4135, 4436, 4106, 4936]\n",
    "sales_2022 = [2569, 3241, 2965, 3209, 3541]\n",
    "difference = [999, 894, 1471, 897, 1395]\n",
    "\n",
    "# 创建图形和轴\n",
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "\n",
    "# 设置柱子宽度\n",
    "bar_width = 0.35\n",
    "index = np.arange(len(products))\n",
    "\n",
    "# 绘制2021和2022年的销量柱形图\n",
    "bar1 = ax.bar(index, sales_2021, bar_width, label='2021销量', color='skyblue')\n",
    "bar2 = ax.bar(index + bar_width, sales_2022, bar_width, label='2022销量', color='lightgreen')\n",
    "\n",
    "# 在柱形上方显示2021和2022年的销量\n",
    "for i in range(len(products)):\n",
    "    # 在2021年的柱子上方显示其值\n",
    "    ax.text(i, sales_2021[i] + 50, f'{sales_2021[i]}', ha='center', va='bottom', color='black', fontsize=10)\n",
    "    # 在2022年的柱子上方显示其值\n",
    "    ax.text(i + bar_width, sales_2022[i] + 50, f'{sales_2022[i]}', ha='center', va='bottom', color='black', fontsize=10)\n",
    "\n",
    "# 在柱形中间显示差值\n",
    "for i in range(len(products)):\n",
    "    # 计算两个柱子之间的中点\n",
    "    mid_y = (sales_2021[i] + sales_2022[i]) / 2\n",
    "    ax.text(i + bar_width / 2, mid_y, f'{difference[i]}', ha='center', va='center', color='red', fontsize=12)\n",
    "\n",
    "# 设置标签和标题\n",
    "ax.set_xlabel('商品')\n",
    "ax.set_ylabel('销量')\n",
    "ax.set_title('2021年与2022年商品销量对比')\n",
    "ax.set_xticks(index + bar_width / 2)\n",
    "ax.set_xticklabels(products)\n",
    "\n",
    "# 添加图例\n",
    "ax.legend()\n",
    "\n",
    "# 显示图表\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "80162ad7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.dates as mdates\n",
    "import pandas as pd\n",
    "\n",
    "# 数据\n",
    "data = {\n",
    "    '项目名称': ['制定计划', '方案设计', '资源调配', '第一阶段', '第二阶段', '第三阶段', '项目总结'],\n",
    "    '开始日期': ['2022/3/1', '2022/3/13', '2022/3/22', '2022/4/2', '2022/4/16', '2022/5/11', '2022/5/26'],\n",
    "    '项目天数': [11, 8, 10, 13, 24, 14, 7],\n",
    "    '完成度': [51, 32, 21, 85, 36, 68, 68],\n",
    "}\n",
    "\n",
    "# 将数据转换为DataFrame\n",
    "df = pd.DataFrame(data)\n",
    "\n",
    "# 将日期转换为datetime格式\n",
    "df['开始日期'] = pd.to_datetime(df['开始日期'])\n",
    "df['结束日期'] = df['开始日期'] + pd.to_timedelta(df['项目天数'], unit='D')\n",
    "\n",
    "# 创建图形和轴\n",
    "fig, ax = plt.subplots(figsize=(10, 6))\n",
    "\n",
    "# 绘制甘特图并添加完成度标注\n",
    "for i, task in enumerate(df['项目名称']):\n",
    "    start = df['开始日期'].iloc[i]\n",
    "    end = df['结束日期'].iloc[i]\n",
    "    duration = (end - start).days\n",
    "    \n",
    "    # 绘制每个项目的条形\n",
    "    ax.barh(i, duration, left=start, color='skyblue', edgecolor='black')\n",
    "    \n",
    "    # 在条形的中间显示完成度\n",
    "    mid = start + (end - start) / 2\n",
    "    ax.text(mid, i, f'{df[\"完成度\"].iloc[i]}%', va='center', ha='center', color='black', fontsize=10)\n",
    "\n",
    "# 设置y轴的刻度标签\n",
    "ax.set_yticks(range(len(df)))\n",
    "ax.set_yticklabels(df['项目名称'])\n",
    "\n",
    "# 格式化x轴日期\n",
    "ax.xaxis_date()\n",
    "ax.xaxis.set_major_formatter(mdates.DateFormatter('%Y-%m-%d'))\n",
    "ax.xaxis.set_major_locator(mdates.WeekdayLocator(interval=1))\n",
    "\n",
    "# 设置标签和标题\n",
    "ax.set_xlabel('日期')\n",
    "ax.set_ylabel('项目')\n",
    "ax.set_title('项目进度甘特图')\n",
    "\n",
    "# 旋转x轴刻度标签以更好显示\n",
    "plt.xticks(rotation=45)\n",
    "\n",
    "# 显示图表\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9895a036",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
